#do-calculus

Why Is do-calculus Not Enough? New Progress in Research on Universal Identifiability of Causal Effects

New progress in causal inference research: the paper rigorously formalizes the definition of do-calculus completeness, proving that it remains complete for classical ID and gID problems but is no longer complete for universal identifiability (uID), revealing a possible reason why uID has long remained unsolved.